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Machine learning notes by andrew NG

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Nội dung chi tiết: Machine learning notes by andrew NG

Machine learning notes by andrew NG

Draft VersionMA CH I N E LEARNING YEARNINGTechnical Strategy for Al Engineers, In the Era of Deep Learningdeeplearning.aiMachine Learning Yearning is

Machine learning notes by andrew NG a deeplearning.ai project.© 2018 Andrew Ng. .Ml Rights Reserved.Page 2Machine Learning Yearning-DraftAndrew NgPage 3Machine Learning Yearning DraftAn

drew NgTable of Contents1Why Machine Learning Sưategy2How to use this book to help your team3_p_rerequisites.and Notation4Scale drives machine learnin Machine learning notes by andrew NG

g progress5Your development and lest .sets6..Yom..dey. and.test sets. should coine frpni the sani.ejjstnbution7How large do the dev test Sgts need to

Machine learning notes by andrew NG

be?8Establish a single-number evaluation metric for your team to optimize9Optimizing and satisficing metrics10Having aJey..s.eLmd menic-Spe.e.ds..up.r

Draft VersionMA CH I N E LEARNING YEARNINGTechnical Strategy for Al Engineers, In the Era of Deep Learningdeeplearning.aiMachine Learning Yearning is

Machine learning notes by andrew NG rror analysis: Look at dev set examples to evaluate ideas1? Evaluating multiple ideas in parallel during eriSLanalysis16Cleaning VP mislabcled.dcy_and

ie.st set examples17If you have a large dev set, split It into two subsets, only one of which you look at18How big should the Eyeball and Blackbox dev Machine learning notes by andrew NG

sets be?19Takeaways: Basic g|Toy analysis20Bias and Variance: The two big sources of enor21Examples of Bias and Variance

Draft VersionMA CH I N E LEARNING YEARNINGTechnical Strategy for Al Engineers, In the Era of Deep Learningdeeplearning.aiMachine Learning Yearning is

Draft VersionMA CH I N E LEARNING YEARNINGTechnical Strategy for Al Engineers, In the Era of Deep Learningdeeplearning.aiMachine Learning Yearning is

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